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food-fetcher

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12/3/2025
REVIEW.md

Food Analyzer - Future Improvements

This document captures potential enhancements and known edge cases identified during code review.

Nice-to-Haves

1. Group History by Upload Batch

Currently history.flatMap produces a flat list. Users can't easily see which items came from which upload.

Suggested approach:

  • Add a heading row or subtle divider between batches
  • Show a tiny thumbnail in the Source column for better context
  • Example: "Upload #1", "Upload #2" section headers

2. Better Visual Separation in Table

  • Use alternating background colors per batch
  • Add a small preview thumbnail instead of just "View" link

3. Persist History Across Reloads

Store history metadata (without image blobs) in localStorage:

Create val
useEffect(() => { const raw = localStorage.getItem("food-analyzer-history"); if (raw) setHistory(JSON.parse(raw)); }, []); useEffect(() => { localStorage.setItem("food-analyzer-history", JSON.stringify(history)); }, [history]);

Note: Would need a strategy to re-associate images (e.g., cache key or re-upload).

4. Per-Item Notes or Editing

Allow users to correct the AI's guesses or add annotations:

  • Inline editable field for name/quantity
  • Simple modal for editing

5. Export as CSV File

Add a "Download CSV" button that generates a downloadable file:

Create val
const handleDownloadCSV = () => { const rows = ["Food Item,Quantity"]; history.forEach((batch) => { batch.items.forEach((item) => { rows.push(`"${item.name}",${item.quantity}`); }); }); const blob = new Blob([rows.join("\n")], { type: "text/csv" }); const url = URL.createObjectURL(blob); const a = document.createElement("a"); a.href = url; a.download = "food-items.csv"; a.click(); URL.revokeObjectURL(url); };

6. Clarify Copy Behavior

  • Update button text to "Copy All (for Excel/Sheets)"
  • Add tooltip explaining TSV format is spreadsheet-friendly

Edge Cases & Known Limitations

1. Animated GIFs Become Single-Frame

canvas.toBlob("image/jpeg") always outputs JPEG:

  • Animated GIFs become a single-frame JPEG
  • PNGs with transparency lose transparency (background becomes white)

Potential fix: Choose format based on input type:

Create val
const outputType = file.type === "image/png" ? "image/png" : "image/jpeg"; canvas.toBlob(..., outputType, quality);

2. Very Large Images May Still Exceed Backend Limits

The compression heuristic may still produce payloads exceeding the limit for extremely large files.

Suggested fix: Add a post-compression check:

Create val
const { base64 } = await compressImage(file); if (base64.length > maxBase64Chars) { throw new Error("Image is too large even after compression. Try a smaller file."); }

3. Browser Compatibility for createImageBitmap

Some older browsers (especially Safari versions) don't fully support createImageBitmap.

Fallback approach:

Create val
const imgBitmap = "createImageBitmap" in window ? await createImageBitmap(file) : await new Promise<HTMLImageElement>((resolve, reject) => { const img = new Image(); img.onload = () => resolve(img); img.onerror = () => reject(new Error("Failed to load image")); img.src = URL.createObjectURL(file); });

4. Non-OK HTTP Responses

Currently assumes JSON even on server errors. If server returns HTML error page, response.json() will fail with a confusing message.

Safer approach:

Create val
const response = await fetch("/api/analyze", ...); if (!response.ok) { throw new Error(`Server error (${response.status})`); } const data = await response.json();

5. Race Conditions with Rapid Uploads

If upload is somehow triggered multiple times rapidly:

  • compressing/analyzing flags may flicker
  • History appends are safe but UI might look odd

Current mitigation: Input is now disabled while busy.


Color Contrast Notes

Some text/background combinations are borderline for accessibility:

  • text-orange-600 on white
  • bg-orange-100 text-orange-700 for small text

Consider using slightly darker text colors (text-orange-700, text-rose-700) for improved readability.

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